Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 437 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 92.3 KiB |
| Average record size in memory | 216.3 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 7 |
Sl. No. is highly overall correlated with NT and 12 other fields | High correlation |
NT is highly overall correlated with Sl. No. and 12 other fields | High correlation |
Ct is highly overall correlated with Sl. No. and 12 other fields | High correlation |
DT is highly overall correlated with Sl. No. and 13 other fields | High correlation |
Dt is highly overall correlated with Sl. No. and 12 other fields | High correlation |
TT is highly overall correlated with Ct and 9 other fields | High correlation |
C is highly overall correlated with NT and 10 other fields | High correlation |
Ni is highly overall correlated with Sl. No. and 4 other fields | High correlation |
Cr is highly overall correlated with Mo and 7 other fields | High correlation |
Cu is highly overall correlated with Ni | High correlation |
Mo is highly overall correlated with Cr and 1 other fields | High correlation |
RedRatio is highly overall correlated with Ni | High correlation |
Fatigue is highly overall correlated with Sl. No. and 13 other fields | High correlation |
THT is highly overall correlated with Sl. No. and 11 other fields | High correlation |
THt is highly overall correlated with Sl. No. and 14 other fields | High correlation |
THQCr is highly overall correlated with Sl. No. and 14 other fields | High correlation |
CT is highly overall correlated with Sl. No. and 15 other fields | High correlation |
QmT is highly overall correlated with Sl. No. and 13 other fields | High correlation |
Tt is highly overall correlated with Sl. No. and 14 other fields | High correlation |
TCr is highly overall correlated with Sl. No. and 14 other fields | High correlation |
CT is highly imbalanced (50.1%) | Imbalance |
QmT is highly imbalanced (62.9%) | Imbalance |
Tt is highly imbalanced (58.1%) | Imbalance |
TCr is highly imbalanced (58.1%) | Imbalance |
Sl. No. is uniformly distributed | Uniform |
Sl. No. has unique values | Unique |
Ct has 389 (89.0%) zeros | Zeros |
Dt has 389 (89.0%) zeros | Zeros |
Mo has 250 (57.2%) zeros | Zeros |
dA has 21 (4.8%) zeros | Zeros |
dB has 341 (78.0%) zeros | Zeros |
dC has 219 (50.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-17 18:41:33.154681 |
|---|---|
| Analysis finished | 2023-11-17 18:43:47.687802 |
| Duration | 2 minutes and 14.53 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Sl. No.
Real number (ℝ)
HIGH CORRELATION UNIFORM UNIQUE
| Distinct | 437 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 219 |
| Minimum | 1 |
|---|---|
| Maximum | 437 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 22.8 |
| Q1 | 110 |
| median | 219 |
| Q3 | 328 |
| 95-th percentile | 415.2 |
| Maximum | 437 |
| Range | 436 |
| Interquartile range (IQR) | 218 |
Descriptive statistics
| Standard deviation | 126.29529 |
|---|---|
| Coefficient of variation (CV) | 0.57669082 |
| Kurtosis | -1.2 |
| Mean | 219 |
| Median Absolute Deviation (MAD) | 109 |
| Skewness | 0 |
| Sum | 95703 |
| Variance | 15950.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.2% |
| 289 | 1 | 0.2% |
| 300 | 1 | 0.2% |
| 299 | 1 | 0.2% |
| 298 | 1 | 0.2% |
| 297 | 1 | 0.2% |
| 296 | 1 | 0.2% |
| 295 | 1 | 0.2% |
| 294 | 1 | 0.2% |
| 293 | 1 | 0.2% |
| Other values (427) | 427 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 437 | 1 | |
| 436 | 1 | |
| 435 | 1 | |
| 434 | 1 | |
| 433 | 1 | |
| 432 | 1 | |
| 431 | 1 | |
| 430 | 1 | |
| 429 | 1 | |
| 428 | 1 |
NT
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 872.29977 |
| Minimum | 825 |
|---|---|
| Maximum | 930 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 825 |
|---|---|
| 5-th percentile | 825 |
| Q1 | 865 |
| median | 870 |
| Q3 | 870 |
| 95-th percentile | 930 |
| Maximum | 930 |
| Range | 105 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 26.212073 |
|---|---|
| Coefficient of variation (CV) | 0.030049387 |
| Kurtosis | 0.64218999 |
| Mean | 872.29977 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.68249171 |
| Sum | 381195 |
| Variance | 687.07278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 870 | 228 | |
| 845 | 51 | 11.7% |
| 930 | 48 | 11.0% |
| 865 | 36 | 8.2% |
| 825 | 33 | 7.6% |
| 900 | 30 | 6.9% |
| 885 | 11 | 2.5% |
| Value | Count | Frequency (%) |
| 825 | 33 | 7.6% |
| 845 | 51 | 11.7% |
| 865 | 36 | 8.2% |
| 870 | 228 | |
| 885 | 11 | 2.5% |
| 900 | 30 | 6.9% |
| 930 | 48 | 11.0% |
| Value | Count | Frequency (%) |
| 930 | 48 | 11.0% |
| 900 | 30 | 6.9% |
| 885 | 11 | 2.5% |
| 870 | 228 | |
| 865 | 36 | 8.2% |
| 845 | 51 | 11.7% |
| 825 | 33 | 7.6% |
THT
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.7 KiB |
| 845 | |
|---|---|
| 855 | |
| 30 | |
| 865 | |
| 825 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.8649886 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1252 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 30 |
|---|---|
| 2nd row | 30 |
| 3rd row | 30 |
| 4th row | 30 |
| 5th row | 30 |
Common Values
| Value | Count | Frequency (%) |
| 845 | 198 | |
| 855 | 111 | |
| 30 | 59 | 13.5% |
| 865 | 36 | 8.2% |
| 825 | 33 | 7.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 845 | 198 | |
| 855 | 111 | |
| 30 | 59 | 13.5% |
| 865 | 36 | 8.2% |
| 825 | 33 | 7.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 489 | |
| 8 | 378 | |
| 4 | 198 | |
| 3 | 59 | 4.7% |
| 0 | 59 | 4.7% |
| 6 | 36 | 2.9% |
| 2 | 33 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1252 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 489 | |
| 8 | 378 | |
| 4 | 198 | |
| 3 | 59 | 4.7% |
| 0 | 59 | 4.7% |
| 6 | 36 | 2.9% |
| 2 | 33 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1252 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 489 | |
| 8 | 378 | |
| 4 | 198 | |
| 3 | 59 | 4.7% |
| 0 | 59 | 4.7% |
| 6 | 36 | 2.9% |
| 2 | 33 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1252 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 489 | |
| 8 | 378 | |
| 4 | 198 | |
| 3 | 59 | 4.7% |
| 0 | 59 | 4.7% |
| 6 | 36 | 2.9% |
| 2 | 33 | 2.6% |
THt
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.2 KiB |
| 30 | |
|---|---|
| 0 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.8649886 |
| Min length | 1 |
Characters and Unicode
| Total characters | 815 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 30 | 378 | |
| 0 | 59 | 13.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 30 | 378 | |
| 0 | 59 | 13.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 3 | 378 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 815 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 3 | 378 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 815 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 3 | 378 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 815 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 3 | 378 |
THQCr
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.0 KiB |
| 8 | |
|---|---|
| 24 | |
| 0 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.2334096 |
| Min length | 1 |
Characters and Unicode
| Total characters | 539 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 8 | 276 | |
| 24 | 102 | 23.3% |
| 0 | 59 | 13.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 276 | |
| 24 | 102 | 23.3% |
| 0 | 59 | 13.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 276 | |
| 2 | 102 | 18.9% |
| 4 | 102 | 18.9% |
| 0 | 59 | 10.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 539 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 276 | |
| 2 | 102 | 18.9% |
| 4 | 102 | 18.9% |
| 0 | 59 | 10.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 539 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 276 | |
| 2 | 102 | 18.9% |
| 4 | 102 | 18.9% |
| 0 | 59 | 10.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 539 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 276 | |
| 2 | 102 | 18.9% |
| 4 | 102 | 18.9% |
| 0 | 59 | 10.9% |
CT
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.4 KiB |
| 30 | |
|---|---|
| 930 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.1098398 |
| Min length | 2 |
Characters and Unicode
| Total characters | 922 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 30 |
|---|---|
| 2nd row | 30 |
| 3rd row | 30 |
| 4th row | 30 |
| 5th row | 30 |
Common Values
| Value | Count | Frequency (%) |
| 30 | 389 | |
| 930 | 48 | 11.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 30 | 389 | |
| 930 | 48 | 11.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 437 | |
| 0 | 437 | |
| 9 | 48 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 922 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 437 | |
| 0 | 437 | |
| 9 | 48 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 922 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 437 | |
| 0 | 437 | |
| 9 | 48 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 922 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 437 | |
| 0 | 437 | |
| 9 | 48 | 5.2% |
Ct
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 12 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.502059 |
| Minimum | 0 |
|---|---|
| Maximum | 540 |
| Zeros | 389 |
| Zeros (%) | 89.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 450 |
| Maximum | 540 |
| Range | 540 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 126.9247 |
|---|---|
| Coefficient of variation (CV) | 3.1337838 |
| Kurtosis | 7.8941134 |
| Mean | 40.502059 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.0722131 |
| Sum | 17699.4 |
| Variance | 16109.879 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 389 | |
| 340.2 | 9 | 2.1% |
| 469.8 | 6 | 1.4% |
| 450 | 6 | 1.4% |
| 499.8 | 6 | 1.4% |
| 139.8 | 3 | 0.7% |
| 540 | 3 | 0.7% |
| 130.2 | 3 | 0.7% |
| 510 | 3 | 0.7% |
| 100.2 | 3 | 0.7% |
| Other values (2) | 6 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 389 | |
| 90 | 3 | 0.7% |
| 100.2 | 3 | 0.7% |
| 130.2 | 3 | 0.7% |
| 139.8 | 3 | 0.7% |
| 340.2 | 9 | 2.1% |
| 450 | 6 | 1.4% |
| 469.8 | 6 | 1.4% |
| 499.8 | 6 | 1.4% |
| 510 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 540 | 3 | 0.7% |
| 529.8 | 3 | 0.7% |
| 510 | 3 | 0.7% |
| 499.8 | 6 | |
| 469.8 | 6 | |
| 450 | 6 | |
| 340.2 | 9 | |
| 139.8 | 3 | 0.7% |
| 130.2 | 3 | 0.7% |
| 100.2 | 3 | 0.7% |
DT
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123.69984 |
| Minimum | 30 |
|---|---|
| Maximum | 903.333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 30 |
| median | 30 |
| Q3 | 30 |
| 95-th percentile | 895.517 |
| Maximum | 903.333 |
| Range | 873.333 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 267.12893 |
|---|---|
| Coefficient of variation (CV) | 2.1594929 |
| Kurtosis | 4.3104404 |
| Mean | 123.69984 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5069574 |
| Sum | 54056.832 |
| Variance | 71357.867 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 30 | 389 | |
| 895.812 | 18 | 4.1% |
| 850 | 12 | 2.7% |
| 895.517 | 9 | 2.1% |
| 882.381 | 3 | 0.7% |
| 903.333 | 3 | 0.7% |
| 881.807 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 30 | 389 | |
| 850 | 12 | 2.7% |
| 881.807 | 3 | 0.7% |
| 882.381 | 3 | 0.7% |
| 895.517 | 9 | 2.1% |
| 895.812 | 18 | 4.1% |
| 903.333 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 903.333 | 3 | 0.7% |
| 895.812 | 18 | 4.1% |
| 895.517 | 9 | 2.1% |
| 882.381 | 3 | 0.7% |
| 881.807 | 3 | 0.7% |
| 850 | 12 | 2.7% |
| 30 | 389 |
Dt
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8439359 |
| Minimum | 0 |
|---|---|
| Maximum | 70.2 |
| Zeros | 389 |
| Zeros (%) | 89.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 45 |
| Maximum | 70.2 |
| Range | 70.2 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 15.700076 |
|---|---|
| Coefficient of variation (CV) | 3.2411815 |
| Kurtosis | 10.625899 |
| Mean | 4.8439359 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.4100043 |
| Sum | 2116.8 |
| Variance | 246.49238 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 389 | |
| 70.2 | 18 | 4.1% |
| 15 | 12 | 2.7% |
| 34.8 | 9 | 2.1% |
| 25.2 | 3 | 0.7% |
| 45 | 3 | 0.7% |
| 49.8 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 389 | |
| 15 | 12 | 2.7% |
| 25.2 | 3 | 0.7% |
| 34.8 | 9 | 2.1% |
| 45 | 3 | 0.7% |
| 49.8 | 3 | 0.7% |
| 70.2 | 18 | 4.1% |
| Value | Count | Frequency (%) |
| 70.2 | 18 | 4.1% |
| 49.8 | 3 | 0.7% |
| 45 | 3 | 0.7% |
| 34.8 | 9 | 2.1% |
| 25.2 | 3 | 0.7% |
| 15 | 12 | 2.7% |
| 0 | 389 |
QmT
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.3 KiB |
| 30 | |
|---|---|
| 60 | 36 |
| 140 | 12 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.02746 |
| Min length | 2 |
Characters and Unicode
| Total characters | 886 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 30 |
|---|---|
| 2nd row | 30 |
| 3rd row | 30 |
| 4th row | 30 |
| 5th row | 30 |
Common Values
| Value | Count | Frequency (%) |
| 30 | 389 | |
| 60 | 36 | 8.2% |
| 140 | 12 | 2.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 30 | 389 | |
| 60 | 36 | 8.2% |
| 140 | 12 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 3 | 389 | |
| 6 | 36 | 4.1% |
| 1 | 12 | 1.4% |
| 4 | 12 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 886 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 3 | 389 | |
| 6 | 36 | 4.1% |
| 1 | 12 | 1.4% |
| 4 | 12 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 886 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 3 | 389 | |
| 6 | 36 | 4.1% |
| 1 | 12 | 1.4% |
| 4 | 12 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 886 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 3 | 389 | |
| 6 | 36 | 4.1% |
| 1 | 12 | 1.4% |
| 4 | 12 | 1.4% |
TT
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 536.84211 |
| Minimum | 30 |
|---|---|
| Maximum | 680 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 160 |
| Q1 | 550 |
| median | 600 |
| Q3 | 650 |
| 95-th percentile | 650 |
| Maximum | 680 |
| Range | 650 |
| Interquartile range (IQR) | 100 |
Descriptive statistics
| Standard deviation | 164.10196 |
|---|---|
| Coefficient of variation (CV) | 0.30568013 |
| Kurtosis | 2.2242753 |
| Mean | 536.84211 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | -1.8683266 |
| Sum | 234600 |
| Variance | 26929.454 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 550 | 100 | |
| 600 | 100 | |
| 650 | 100 | |
| 160 | 36 | 8.2% |
| 580 | 20 | 4.6% |
| 630 | 20 | 4.6% |
| 680 | 20 | 4.6% |
| 200 | 12 | 2.7% |
| 30 | 11 | 2.5% |
| 430 | 6 | 1.4% |
| Other values (3) | 12 | 2.7% |
| Value | Count | Frequency (%) |
| 30 | 11 | 2.5% |
| 160 | 36 | 8.2% |
| 200 | 12 | 2.7% |
| 420 | 3 | 0.7% |
| 430 | 6 | 1.4% |
| 490 | 3 | 0.7% |
| 500 | 6 | 1.4% |
| 550 | 100 | |
| 580 | 20 | 4.6% |
| 600 | 100 |
| Value | Count | Frequency (%) |
| 680 | 20 | 4.6% |
| 650 | 100 | |
| 630 | 20 | 4.6% |
| 600 | 100 | |
| 580 | 20 | 4.6% |
| 550 | 100 | |
| 500 | 6 | 1.4% |
| 490 | 3 | 0.7% |
| 430 | 6 | 1.4% |
| 420 | 3 | 0.7% |
Tt
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.3 KiB |
| 60 | |
|---|---|
| 120 | |
| 0 | 11 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.0846682 |
| Min length | 1 |
Characters and Unicode
| Total characters | 911 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 60 | 378 | |
| 120 | 48 | 11.0% |
| 0 | 11 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 60 | 378 | |
| 120 | 48 | 11.0% |
| 0 | 11 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 6 | 378 | |
| 1 | 48 | 5.3% |
| 2 | 48 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 911 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 6 | 378 | |
| 1 | 48 | 5.3% |
| 2 | 48 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 911 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 6 | 378 | |
| 1 | 48 | 5.3% |
| 2 | 48 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 911 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 437 | |
| 6 | 378 | |
| 1 | 48 | 5.3% |
| 2 | 48 | 5.3% |
TCr
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.1 KiB |
| 24.0 | |
|---|---|
| 0.5 | |
| 0.0 | 11 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.8649886 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1689 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 24.0 | 378 | |
| 0.5 | 48 | 11.0% |
| 0.0 | 11 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 24.0 | 378 | |
| 0.5 | 48 | 11.0% |
| 0.0 | 11 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 448 | |
| . | 437 | |
| 2 | 378 | |
| 4 | 378 | |
| 5 | 48 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1252 | |
| Other Punctuation | 437 | 25.9% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 448 | |
| 2 | 378 | |
| 4 | 378 | |
| 5 | 48 | 3.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 437 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1689 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 448 | |
| . | 437 | |
| 2 | 378 | |
| 4 | 378 | |
| 5 | 48 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1689 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 448 | |
| . | 437 | |
| 2 | 378 | |
| 4 | 378 | |
| 5 | 48 | 2.8% |
C
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38839817 |
| Minimum | 0.17 |
|---|---|
| Maximum | 0.63 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0.17 |
|---|---|
| 5-th percentile | 0.21 |
| Q1 | 0.34 |
| median | 0.4 |
| Q3 | 0.43 |
| 95-th percentile | 0.56 |
| Maximum | 0.63 |
| Range | 0.46 |
| Interquartile range (IQR) | 0.09 |
Descriptive statistics
| Standard deviation | 0.096363688 |
|---|---|
| Coefficient of variation (CV) | 0.24810541 |
| Kurtosis | 0.22473971 |
| Mean | 0.38839817 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | -0.13174968 |
| Sum | 169.73 |
| Variance | 0.0092859604 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 0.4 | 45 | 10.3% |
| 0.42 | 42 | 9.6% |
| 0.35 | 24 | 5.5% |
| 0.41 | 24 | 5.5% |
| 0.38 | 21 | 4.8% |
| 0.39 | 18 | 4.1% |
| 0.43 | 18 | 4.1% |
| 0.32 | 18 | 4.1% |
| 0.37 | 18 | 4.1% |
| 0.45 | 18 | 4.1% |
| Other values (32) | 191 |
| Value | Count | Frequency (%) |
| 0.17 | 4 | 0.9% |
| 0.18 | 8 | |
| 0.19 | 4 | 0.9% |
| 0.2 | 4 | 0.9% |
| 0.21 | 16 | |
| 0.22 | 2 | 0.5% |
| 0.23 | 13 | |
| 0.25 | 1 | 0.2% |
| 0.26 | 4 | 0.9% |
| 0.27 | 2 | 0.5% |
| Value | Count | Frequency (%) |
| 0.63 | 2 | 0.5% |
| 0.62 | 2 | 0.5% |
| 0.61 | 4 | 0.9% |
| 0.6 | 2 | 0.5% |
| 0.59 | 2 | 0.5% |
| 0.57 | 6 | |
| 0.56 | 6 | |
| 0.55 | 3 | 0.7% |
| 0.54 | 10 | |
| 0.53 | 8 |
Si
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2995881 |
| Minimum | 0.16 |
|---|---|
| Maximum | 2.05 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0.16 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.24 |
| median | 0.26 |
| Q3 | 0.29 |
| 95-th percentile | 0.34 |
| Maximum | 2.05 |
| Range | 1.89 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.24604451 |
|---|---|
| Coefficient of variation (CV) | 0.82127599 |
| Kurtosis | 35.498863 |
| Mean | 0.2995881 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | 5.9454033 |
| Sum | 130.92 |
| Variance | 0.060537903 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0.26 | 70 | |
| 0.25 | 68 | |
| 0.29 | 43 | |
| 0.3 | 34 | |
| 0.27 | 32 | |
| 0.24 | 30 | |
| 0.22 | 28 | 6.4% |
| 0.21 | 26 | 5.9% |
| 0.23 | 20 | 4.6% |
| 0.28 | 15 | 3.4% |
| Other values (17) | 71 |
| Value | Count | Frequency (%) |
| 0.16 | 3 | 0.7% |
| 0.17 | 2 | 0.5% |
| 0.18 | 1 | 0.2% |
| 0.19 | 7 | 1.6% |
| 0.2 | 10 | 2.3% |
| 0.21 | 26 | 5.9% |
| 0.22 | 28 | |
| 0.23 | 20 | 4.6% |
| 0.24 | 30 | |
| 0.25 | 68 |
| Value | Count | Frequency (%) |
| 2.05 | 2 | 0.5% |
| 1.99 | 2 | 0.5% |
| 1.96 | 2 | 0.5% |
| 1.51 | 1 | 0.2% |
| 1.5 | 2 | 0.5% |
| 1.49 | 1 | 0.2% |
| 1.31 | 2 | 0.5% |
| 0.35 | 7 | |
| 0.34 | 6 | |
| 0.33 | 6 |
Mn
Real number (ℝ)
| Distinct | 55 |
|---|---|
| Distinct (%) | 12.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.82302059 |
| Minimum | 0.37 |
|---|---|
| Maximum | 1.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0.37 |
|---|---|
| 5-th percentile | 0.51 |
| Q1 | 0.7 |
| median | 0.76 |
| Q3 | 0.8 |
| 95-th percentile | 1.52 |
| Maximum | 1.6 |
| Range | 1.23 |
| Interquartile range (IQR) | 0.1 |
Descriptive statistics
| Standard deviation | 0.27902769 |
|---|---|
| Coefficient of variation (CV) | 0.33902881 |
| Kurtosis | 2.1330979 |
| Mean | 0.82302059 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 1.7221041 |
| Sum | 359.66 |
| Variance | 0.077856451 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.74 | 33 | 7.6% |
| 0.7 | 33 | 7.6% |
| 0.76 | 29 | 6.6% |
| 0.77 | 28 | 6.4% |
| 0.79 | 22 | 5.0% |
| 0.71 | 21 | 4.8% |
| 0.8 | 19 | 4.3% |
| 0.75 | 17 | 3.9% |
| 0.72 | 15 | 3.4% |
| 0.78 | 15 | 3.4% |
| Other values (45) | 205 |
| Value | Count | Frequency (%) |
| 0.37 | 4 | |
| 0.42 | 1 | 0.2% |
| 0.43 | 1 | 0.2% |
| 0.44 | 2 | 0.5% |
| 0.45 | 1 | 0.2% |
| 0.47 | 1 | 0.2% |
| 0.49 | 6 | |
| 0.5 | 1 | 0.2% |
| 0.51 | 6 | |
| 0.52 | 3 |
| Value | Count | Frequency (%) |
| 1.6 | 3 | 0.7% |
| 1.59 | 3 | 0.7% |
| 1.58 | 9 | |
| 1.57 | 3 | 0.7% |
| 1.56 | 3 | 0.7% |
| 1.52 | 3 | 0.7% |
| 1.51 | 6 | |
| 1.5 | 3 | 0.7% |
| 1.49 | 3 | 0.7% |
| 1.48 | 3 | 0.7% |
P
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.015784897 |
| Minimum | 0.002 |
|---|---|
| Maximum | 0.031 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0.002 |
|---|---|
| 5-th percentile | 0.009 |
| Q1 | 0.012 |
| median | 0.016 |
| Q3 | 0.019 |
| 95-th percentile | 0.026 |
| Maximum | 0.031 |
| Range | 0.029 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.0052053652 |
|---|---|
| Coefficient of variation (CV) | 0.32976871 |
| Kurtosis | -0.0075781415 |
| Mean | 0.015784897 |
| Median Absolute Deviation (MAD) | 0.004 |
| Skewness | 0.34430074 |
| Sum | 6.898 |
| Variance | 2.7095826 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 0.017 | 41 | 9.4% |
| 0.015 | 35 | 8.0% |
| 0.019 | 33 | 7.6% |
| 0.01 | 33 | 7.6% |
| 0.016 | 31 | 7.1% |
| 0.012 | 31 | 7.1% |
| 0.014 | 28 | 6.4% |
| 0.011 | 26 | 5.9% |
| 0.013 | 24 | 5.5% |
| 0.018 | 22 | 5.0% |
| Other values (14) | 133 |
| Value | Count | Frequency (%) |
| 0.002 | 4 | 0.9% |
| 0.004 | 1 | 0.2% |
| 0.007 | 4 | 0.9% |
| 0.008 | 12 | 2.7% |
| 0.009 | 20 | |
| 0.01 | 33 | |
| 0.011 | 26 | |
| 0.012 | 31 | |
| 0.013 | 24 | |
| 0.014 | 28 |
| Value | Count | Frequency (%) |
| 0.031 | 3 | 0.7% |
| 0.029 | 1 | 0.2% |
| 0.027 | 11 | 2.5% |
| 0.026 | 12 | 2.7% |
| 0.024 | 16 | |
| 0.023 | 3 | 0.7% |
| 0.022 | 12 | 2.7% |
| 0.021 | 21 | |
| 0.02 | 13 | 3.0% |
| 0.019 | 33 |
S
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.014610984 |
| Minimum | 0.003 |
|---|---|
| Maximum | 0.03 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0.003 |
|---|---|
| 5-th percentile | 0.005 |
| Q1 | 0.01 |
| median | 0.015 |
| Q3 | 0.019 |
| 95-th percentile | 0.025 |
| Maximum | 0.03 |
| Range | 0.027 |
| Interquartile range (IQR) | 0.009 |
Descriptive statistics
| Standard deviation | 0.0061453845 |
|---|---|
| Coefficient of variation (CV) | 0.42060032 |
| Kurtosis | -0.68720229 |
| Mean | 0.014610984 |
| Median Absolute Deviation (MAD) | 0.005 |
| Skewness | 0.20948107 |
| Sum | 6.385 |
| Variance | 3.7765751 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0.016 | 32 | 7.3% |
| 0.012 | 28 | 6.4% |
| 0.008 | 27 | 6.2% |
| 0.015 | 26 | 5.9% |
| 0.01 | 26 | 5.9% |
| 0.017 | 25 | 5.7% |
| 0.019 | 25 | 5.7% |
| 0.009 | 24 | 5.5% |
| 0.007 | 22 | 5.0% |
| 0.018 | 20 | 4.6% |
| Other values (16) | 182 |
| Value | Count | Frequency (%) |
| 0.003 | 4 | 0.9% |
| 0.004 | 15 | |
| 0.005 | 6 | 1.4% |
| 0.006 | 10 | 2.3% |
| 0.007 | 22 | |
| 0.008 | 27 | |
| 0.009 | 24 | |
| 0.01 | 26 | |
| 0.011 | 19 | |
| 0.012 | 28 |
| Value | Count | Frequency (%) |
| 0.03 | 4 | 0.9% |
| 0.028 | 7 | 1.6% |
| 0.026 | 7 | 1.6% |
| 0.025 | 6 | 1.4% |
| 0.024 | 12 | |
| 0.023 | 13 | |
| 0.022 | 17 | |
| 0.021 | 13 | |
| 0.02 | 20 | |
| 0.019 | 25 |
Ni
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51704805 |
| Minimum | 0.01 |
|---|---|
| Maximum | 2.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.02 |
| median | 0.06 |
| Q3 | 0.46 |
| 95-th percentile | 2.64 |
| Maximum | 2.78 |
| Range | 2.77 |
| Interquartile range (IQR) | 0.44 |
Descriptive statistics
| Standard deviation | 0.85297576 |
|---|---|
| Coefficient of variation (CV) | 1.6497031 |
| Kurtosis | 0.5925459 |
| Mean | 0.51704805 |
| Median Absolute Deviation (MAD) | 0.04 |
| Skewness | 1.4705522 |
| Sum | 225.95 |
| Variance | 0.72756764 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 0.02 | 70 | |
| 0.01 | 49 | 11.2% |
| 0.03 | 38 | 8.7% |
| 0.04 | 36 | 8.2% |
| 0.06 | 26 | 5.9% |
| 0.05 | 25 | 5.7% |
| 0.07 | 19 | 4.3% |
| 0.12 | 19 | 4.3% |
| 0.08 | 16 | 3.7% |
| 0.13 | 8 | 1.8% |
| Other values (32) | 131 |
| Value | Count | Frequency (%) |
| 0.01 | 49 | |
| 0.02 | 70 | |
| 0.03 | 38 | |
| 0.04 | 36 | |
| 0.05 | 25 | 5.7% |
| 0.06 | 26 | 5.9% |
| 0.07 | 19 | 4.3% |
| 0.08 | 16 | 3.7% |
| 0.09 | 3 | 0.7% |
| 0.1 | 6 | 1.4% |
| Value | Count | Frequency (%) |
| 2.78 | 3 | |
| 2.7 | 3 | |
| 2.67 | 6 | |
| 2.66 | 6 | |
| 2.65 | 3 | |
| 2.64 | 3 | |
| 2.63 | 6 | |
| 1.92 | 3 | |
| 1.9 | 3 | |
| 1.88 | 3 |
Cr
Real number (ℝ)
| Distinct | 65 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.57045767 |
| Minimum | 0.01 |
|---|---|
| Maximum | 1.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.02 |
| Q1 | 0.12 |
| median | 0.71 |
| Q3 | 0.98 |
| 95-th percentile | 1.09 |
| Maximum | 1.17 |
| Range | 1.16 |
| Interquartile range (IQR) | 0.86 |
Descriptive statistics
| Standard deviation | 0.41176925 |
|---|---|
| Coefficient of variation (CV) | 0.72182263 |
| Kurtosis | -1.6739411 |
| Mean | 0.57045767 |
| Median Absolute Deviation (MAD) | 0.36 |
| Skewness | -0.1332193 |
| Sum | 249.29 |
| Variance | 0.16955392 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1 | 31 | 7.1% |
| 0.12 | 22 | 5.0% |
| 0.02 | 20 | 4.6% |
| 0.13 | 18 | 4.1% |
| 1.09 | 13 | 3.0% |
| 0.04 | 12 | 2.7% |
| 0.99 | 12 | 2.7% |
| 1.01 | 12 | 2.7% |
| 1.06 | 12 | 2.7% |
| 0.71 | 12 | 2.7% |
| Other values (55) | 273 |
| Value | Count | Frequency (%) |
| 0.01 | 9 | 2.1% |
| 0.02 | 20 | |
| 0.03 | 9 | 2.1% |
| 0.04 | 12 | 2.7% |
| 0.05 | 1 | 0.2% |
| 0.06 | 3 | 0.7% |
| 0.08 | 3 | 0.7% |
| 0.09 | 12 | 2.7% |
| 0.1 | 31 | |
| 0.11 | 6 | 1.4% |
| Value | Count | Frequency (%) |
| 1.17 | 4 | 0.9% |
| 1.14 | 4 | 0.9% |
| 1.12 | 3 | 0.7% |
| 1.1 | 6 | |
| 1.09 | 13 | |
| 1.08 | 7 | |
| 1.07 | 6 | |
| 1.06 | 12 | |
| 1.05 | 6 | |
| 1.04 | 3 | 0.7% |
Cu
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06778032 |
| Minimum | 0.01 |
|---|---|
| Maximum | 0.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.02 |
| median | 0.06 |
| Q3 | 0.1 |
| 95-th percentile | 0.15 |
| Maximum | 0.26 |
| Range | 0.25 |
| Interquartile range (IQR) | 0.08 |
Descriptive statistics
| Standard deviation | 0.049161476 |
|---|---|
| Coefficient of variation (CV) | 0.72530604 |
| Kurtosis | 0.83231441 |
| Mean | 0.06778032 |
| Median Absolute Deviation (MAD) | 0.04 |
| Skewness | 0.92793902 |
| Sum | 29.62 |
| Variance | 0.0024168507 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0.01 | 61 | |
| 0.02 | 61 | |
| 0.05 | 46 | |
| 0.07 | 37 | |
| 0.12 | 37 | |
| 0.08 | 26 | 5.9% |
| 0.09 | 25 | 5.7% |
| 0.06 | 23 | 5.3% |
| 0.1 | 21 | 4.8% |
| 0.04 | 21 | 4.8% |
| Other values (11) | 79 |
| Value | Count | Frequency (%) |
| 0.01 | 61 | |
| 0.02 | 61 | |
| 0.03 | 17 | 3.9% |
| 0.04 | 21 | 4.8% |
| 0.05 | 46 | |
| 0.06 | 23 | 5.3% |
| 0.07 | 37 | |
| 0.08 | 26 | |
| 0.09 | 25 | |
| 0.1 | 21 | 4.8% |
| Value | Count | Frequency (%) |
| 0.26 | 2 | 0.5% |
| 0.22 | 3 | 0.7% |
| 0.2 | 6 | 1.4% |
| 0.19 | 3 | 0.7% |
| 0.18 | 3 | 0.7% |
| 0.16 | 4 | 0.9% |
| 0.15 | 9 | 2.1% |
| 0.14 | 4 | 0.9% |
| 0.13 | 9 | 2.1% |
| 0.12 | 37 |
Mo
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06979405 |
| Minimum | 0 |
|---|---|
| Maximum | 0.24 |
| Zeros | 250 |
| Zeros (%) | 57.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.17 |
| 95-th percentile | 0.22 |
| Maximum | 0.24 |
| Range | 0.24 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 0.088123681 |
|---|---|
| Coefficient of variation (CV) | 1.2626245 |
| Kurtosis | -1.4792247 |
| Mean | 0.06979405 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.59000206 |
| Sum | 30.5 |
| Variance | 0.0077657832 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0 | 250 | |
| 0.17 | 38 | 8.7% |
| 0.16 | 35 | 8.0% |
| 0.18 | 22 | 5.0% |
| 0.15 | 17 | 3.9% |
| 0.19 | 16 | 3.7% |
| 0.22 | 9 | 2.1% |
| 0.24 | 9 | 2.1% |
| 0.05 | 8 | 1.8% |
| 0.21 | 7 | 1.6% |
| Other values (5) | 26 | 5.9% |
| Value | Count | Frequency (%) |
| 0 | 250 | |
| 0.01 | 4 | 0.9% |
| 0.02 | 4 | 0.9% |
| 0.03 | 6 | 1.4% |
| 0.05 | 8 | 1.8% |
| 0.15 | 17 | 3.9% |
| 0.16 | 35 | 8.0% |
| 0.17 | 38 | 8.7% |
| 0.18 | 22 | 5.0% |
| 0.19 | 16 | 3.7% |
| Value | Count | Frequency (%) |
| 0.24 | 9 | 2.1% |
| 0.23 | 6 | 1.4% |
| 0.22 | 9 | 2.1% |
| 0.21 | 7 | 1.6% |
| 0.2 | 6 | 1.4% |
| 0.19 | 16 | |
| 0.18 | 22 | |
| 0.17 | 38 | |
| 0.16 | 35 | |
| 0.15 | 17 |
RedRatio
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 923.62929 |
| Minimum | 240 |
|---|---|
| Maximum | 5530 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 240 |
|---|---|
| 5-th percentile | 420 |
| Q1 | 590 |
| median | 740 |
| Q3 | 1228 |
| 95-th percentile | 1740 |
| Maximum | 5530 |
| Range | 5290 |
| Interquartile range (IQR) | 638 |
Descriptive statistics
| Standard deviation | 576.61702 |
|---|---|
| Coefficient of variation (CV) | 0.62429486 |
| Kurtosis | 26.118385 |
| Mean | 923.62929 |
| Median Absolute Deviation (MAD) | 240 |
| Skewness | 3.7937177 |
| Sum | 403626 |
| Variance | 332487.19 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 1740 | 60 | |
| 820 | 45 | 10.3% |
| 610 | 38 | 8.7% |
| 1270 | 30 | 6.9% |
| 825 | 24 | 5.5% |
| 1120 | 21 | 4.8% |
| 640 | 21 | 4.8% |
| 500 | 18 | 4.1% |
| 420 | 18 | 4.1% |
| 530 | 16 | 3.7% |
| Other values (24) | 146 |
| Value | Count | Frequency (%) |
| 240 | 4 | 0.9% |
| 289 | 2 | 0.5% |
| 390 | 8 | |
| 420 | 18 | |
| 440 | 12 | |
| 460 | 4 | 0.9% |
| 480 | 15 | |
| 500 | 18 | |
| 510 | 6 | 1.4% |
| 530 | 16 |
| Value | Count | Frequency (%) |
| 5530 | 3 | 0.7% |
| 1740 | 60 | |
| 1510 | 6 | 1.4% |
| 1455 | 4 | 0.9% |
| 1290 | 3 | 0.7% |
| 1270 | 30 | |
| 1250 | 3 | 0.7% |
| 1228 | 2 | 0.5% |
| 1120 | 21 | 4.8% |
| 1100 | 9 | 2.1% |
dA
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.047180778 |
| Minimum | 0 |
|---|---|
| Maximum | 0.13 |
| Zeros | 21 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.008 |
| Q1 | 0.02 |
| median | 0.04 |
| Q3 | 0.07 |
| 95-th percentile | 0.1 |
| Maximum | 0.13 |
| Range | 0.13 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.031093183 |
|---|---|
| Coefficient of variation (CV) | 0.65902227 |
| Kurtosis | -0.5208966 |
| Mean | 0.047180778 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 0.49332602 |
| Sum | 20.618 |
| Variance | 0.00096678605 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0.03 | 56 | |
| 0.02 | 56 | |
| 0.06 | 48 | |
| 0.07 | 43 | |
| 0.08 | 42 | |
| 0.01 | 36 | |
| 0.04 | 31 | |
| 0.05 | 23 | 5.3% |
| 0 | 21 | 4.8% |
| 0.1 | 18 | 4.1% |
| Other values (11) | 63 |
| Value | Count | Frequency (%) |
| 0 | 21 | 4.8% |
| 0.008 | 4 | 0.9% |
| 0.01 | 36 | |
| 0.013 | 4 | 0.9% |
| 0.017 | 10 | 2.3% |
| 0.02 | 56 | |
| 0.025 | 8 | 1.8% |
| 0.03 | 56 | |
| 0.04 | 31 | |
| 0.046 | 4 | 0.9% |
| Value | Count | Frequency (%) |
| 0.13 | 6 | 1.4% |
| 0.12 | 6 | 1.4% |
| 0.11 | 5 | 1.1% |
| 0.1 | 18 | 4.1% |
| 0.09 | 12 | 2.7% |
| 0.08 | 42 | |
| 0.07 | 43 | |
| 0.067 | 2 | 0.5% |
| 0.06 | 48 | |
| 0.058 | 2 | 0.5% |
dB
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0033913043 |
| Minimum | 0 |
|---|---|
| Maximum | 0.05 |
| Zeros | 341 |
| Zeros (%) | 78.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.02 |
| Maximum | 0.05 |
| Range | 0.05 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.0082398237 |
|---|---|
| Coefficient of variation (CV) | 2.4296916 |
| Kurtosis | 11.906066 |
| Mean | 0.0033913043 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.2672968 |
| Sum | 1.482 |
| Variance | 6.7894695 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 341 | |
| 0.01 | 59 | 13.5% |
| 0.02 | 13 | 3.0% |
| 0.004 | 8 | 1.8% |
| 0.03 | 7 | 1.6% |
| 0.04 | 6 | 1.4% |
| 0.05 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 341 | |
| 0.004 | 8 | 1.8% |
| 0.01 | 59 | 13.5% |
| 0.02 | 13 | 3.0% |
| 0.03 | 7 | 1.6% |
| 0.04 | 6 | 1.4% |
| 0.05 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 0.05 | 3 | 0.7% |
| 0.04 | 6 | 1.4% |
| 0.03 | 7 | 1.6% |
| 0.02 | 13 | 3.0% |
| 0.01 | 59 | 13.5% |
| 0.004 | 8 | 1.8% |
| 0 | 341 |
dC
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0077116705 |
| Minimum | 0 |
|---|---|
| Maximum | 0.058 |
| Zeros | 219 |
| Zeros (%) | 50.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.01 |
| 95-th percentile | 0.03 |
| Maximum | 0.058 |
| Range | 0.058 |
| Interquartile range (IQR) | 0.01 |
Descriptive statistics
| Standard deviation | 0.010417618 |
|---|---|
| Coefficient of variation (CV) | 1.3508899 |
| Kurtosis | 3.4220982 |
| Mean | 0.0077116705 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.751796 |
| Sum | 3.37 |
| Variance | 0.00010852677 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 219 | |
| 0.01 | 131 | |
| 0.02 | 34 | 7.8% |
| 0.03 | 21 | 4.8% |
| 0.04 | 12 | 2.7% |
| 0.008 | 8 | 1.8% |
| 0.004 | 6 | 1.4% |
| 0.021 | 2 | 0.5% |
| 0.012 | 2 | 0.5% |
| 0.058 | 2 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 219 | |
| 0.004 | 6 | 1.4% |
| 0.008 | 8 | 1.8% |
| 0.01 | 131 | |
| 0.012 | 2 | 0.5% |
| 0.02 | 34 | 7.8% |
| 0.021 | 2 | 0.5% |
| 0.03 | 21 | 4.8% |
| 0.04 | 12 | 2.7% |
| 0.058 | 2 | 0.5% |
| Value | Count | Frequency (%) |
| 0.058 | 2 | 0.5% |
| 0.04 | 12 | 2.7% |
| 0.03 | 21 | 4.8% |
| 0.021 | 2 | 0.5% |
| 0.02 | 34 | 7.8% |
| 0.012 | 2 | 0.5% |
| 0.01 | 131 | |
| 0.008 | 8 | 1.8% |
| 0.004 | 6 | 1.4% |
| 0 | 219 |
Fatigue
Real number (ℝ)
| Distinct | 250 |
|---|---|
| Distinct (%) | 57.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 552.90389 |
| Minimum | 225 |
|---|---|
| Maximum | 1190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 225 |
|---|---|
| 5-th percentile | 365 |
| Q1 | 448 |
| median | 505 |
| Q3 | 578 |
| 95-th percentile | 1030.6 |
| Maximum | 1190 |
| Range | 965 |
| Interquartile range (IQR) | 130 |
Descriptive statistics
| Standard deviation | 186.63053 |
|---|---|
| Coefficient of variation (CV) | 0.33754606 |
| Kurtosis | 2.1165112 |
| Mean | 552.90389 |
| Median Absolute Deviation (MAD) | 65 |
| Skewness | 1.5600748 |
| Sum | 241619 |
| Variance | 34830.954 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 490 | 8 | 1.8% |
| 550 | 7 | 1.6% |
| 551 | 6 | 1.4% |
| 502 | 6 | 1.4% |
| 543 | 6 | 1.4% |
| 415 | 6 | 1.4% |
| 583 | 5 | 1.1% |
| 482 | 5 | 1.1% |
| 459 | 5 | 1.1% |
| 483 | 5 | 1.1% |
| Other values (240) | 378 |
| Value | Count | Frequency (%) |
| 225 | 1 | |
| 232 | 1 | |
| 235 | 2 | |
| 239 | 1 | |
| 241 | 1 | |
| 245 | 2 | |
| 255 | 2 | |
| 275 | 1 | |
| 325 | 2 | |
| 338 | 1 |
| Value | Count | Frequency (%) |
| 1190 | 1 | |
| 1144 | 1 | |
| 1139 | 1 | |
| 1124 | 1 | |
| 1120 | 1 | |
| 1110 | 1 | |
| 1104 | 1 | |
| 1089 | 1 | |
| 1086 | 1 | |
| 1082 | 1 |
| Sl. No. | NT | Ct | DT | Dt | TT | C | Si | Mn | P | S | Ni | Cr | Cu | Mo | RedRatio | dA | dB | dC | Fatigue | THT | THt | THQCr | CT | QmT | Tt | TCr | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sl. No. | 1.000 | 0.604 | 0.540 | 0.542 | 0.543 | -0.169 | -0.182 | 0.211 | 0.029 | -0.228 | -0.358 | 0.611 | 0.411 | 0.372 | 0.416 | -0.439 | -0.422 | -0.238 | 0.002 | 0.689 | 0.822 | 0.865 | 0.875 | 0.947 | 0.664 | 0.744 | 0.744 |
| NT | 0.604 | 1.000 | 0.585 | 0.585 | 0.585 | -0.280 | -0.735 | 0.112 | -0.209 | -0.250 | -0.280 | 0.502 | 0.496 | 0.298 | 0.355 | -0.394 | -0.490 | -0.137 | 0.068 | 0.470 | 0.891 | 0.994 | 0.955 | 0.994 | 0.699 | 0.995 | 0.995 |
| Ct | 0.540 | 0.585 | 1.000 | 0.997 | 0.996 | -0.519 | -0.539 | 0.142 | -0.039 | -0.129 | 0.055 | 0.174 | 0.195 | 0.199 | 0.308 | -0.348 | -0.085 | 0.057 | -0.192 | 0.540 | 0.433 | 0.884 | 0.621 | 0.995 | 0.825 | 0.701 | 0.701 |
| DT | 0.542 | 0.585 | 0.997 | 1.000 | 0.999 | -0.519 | -0.540 | 0.134 | -0.024 | -0.120 | 0.060 | 0.164 | 0.208 | 0.196 | 0.303 | -0.351 | -0.079 | 0.061 | -0.192 | 0.539 | 0.885 | 0.878 | 0.888 | 0.988 | 0.999 | 0.999 | 0.999 |
| Dt | 0.543 | 0.585 | 0.996 | 0.999 | 1.000 | -0.519 | -0.540 | 0.132 | -0.025 | -0.120 | 0.061 | 0.161 | 0.212 | 0.193 | 0.302 | -0.350 | -0.078 | 0.065 | -0.190 | 0.539 | 0.431 | 0.882 | 0.619 | 0.994 | 0.801 | 0.699 | 0.699 |
| TT | -0.169 | -0.280 | -0.519 | -0.519 | -0.519 | 1.000 | 0.286 | -0.113 | 0.046 | -0.012 | -0.070 | 0.055 | -0.019 | -0.061 | -0.060 | 0.127 | -0.001 | -0.073 | 0.075 | -0.535 | 0.494 | 0.993 | 0.702 | 0.993 | 0.736 | 0.994 | 0.994 |
| C | -0.182 | -0.735 | -0.539 | -0.540 | -0.540 | 0.286 | 1.000 | -0.062 | 0.319 | 0.103 | 0.025 | -0.225 | -0.233 | -0.148 | -0.292 | 0.281 | 0.199 | -0.111 | -0.008 | -0.176 | 0.722 | 0.971 | 0.785 | 0.932 | 0.652 | 0.788 | 0.788 |
| Si | 0.211 | 0.112 | 0.142 | 0.134 | 0.132 | -0.113 | -0.062 | 1.000 | -0.100 | -0.007 | -0.277 | 0.259 | 0.211 | 0.214 | 0.179 | 0.024 | -0.007 | -0.054 | 0.057 | 0.313 | 0.089 | 0.146 | 0.114 | 0.171 | 0.101 | 0.103 | 0.103 |
| Mn | 0.029 | -0.209 | -0.039 | -0.024 | -0.025 | 0.046 | 0.319 | -0.100 | 1.000 | 0.153 | 0.055 | -0.287 | -0.082 | -0.037 | -0.117 | 0.044 | -0.016 | -0.048 | -0.134 | -0.094 | 0.274 | 0.287 | 0.298 | 0.189 | 0.099 | 0.404 | 0.404 |
| P | -0.228 | -0.250 | -0.129 | -0.120 | -0.120 | -0.012 | 0.103 | -0.007 | 0.153 | 1.000 | 0.226 | -0.380 | -0.071 | -0.258 | -0.020 | 0.189 | 0.292 | 0.078 | -0.181 | -0.101 | 0.225 | 0.201 | 0.244 | 0.252 | 0.146 | 0.211 | 0.211 |
| S | -0.358 | -0.280 | 0.055 | 0.060 | 0.061 | -0.070 | 0.025 | -0.277 | 0.055 | 0.226 | 1.000 | -0.371 | -0.367 | -0.213 | -0.078 | 0.079 | 0.485 | 0.236 | -0.241 | -0.264 | 0.334 | 0.219 | 0.415 | 0.208 | 0.107 | 0.198 | 0.198 |
| Ni | 0.611 | 0.502 | 0.174 | 0.164 | 0.161 | 0.055 | -0.225 | 0.259 | -0.287 | -0.380 | -0.371 | 1.000 | 0.352 | 0.633 | 0.346 | -0.531 | -0.367 | -0.211 | 0.295 | 0.427 | 0.326 | 0.442 | 0.381 | 0.501 | 0.348 | 0.354 | 0.354 |
| Cr | 0.411 | 0.496 | 0.195 | 0.208 | 0.212 | -0.019 | -0.233 | 0.211 | -0.082 | -0.071 | -0.367 | 0.352 | 1.000 | 0.375 | 0.577 | -0.247 | -0.324 | -0.246 | 0.143 | 0.633 | 0.614 | 0.591 | 0.697 | 0.680 | 0.471 | 0.501 | 0.501 |
| Cu | 0.372 | 0.298 | 0.199 | 0.196 | 0.193 | -0.061 | -0.148 | 0.214 | -0.037 | -0.258 | -0.213 | 0.633 | 0.375 | 1.000 | 0.366 | -0.493 | -0.161 | -0.180 | 0.288 | 0.355 | 0.333 | 0.333 | 0.456 | 0.394 | 0.260 | 0.287 | 0.287 |
| Mo | 0.416 | 0.355 | 0.308 | 0.303 | 0.302 | -0.060 | -0.292 | 0.179 | -0.117 | -0.020 | -0.078 | 0.346 | 0.577 | 0.366 | 1.000 | -0.290 | -0.011 | -0.119 | -0.081 | 0.571 | 0.359 | 0.354 | 0.377 | 0.444 | 0.303 | 0.314 | 0.314 |
| RedRatio | -0.439 | -0.394 | -0.348 | -0.351 | -0.350 | 0.127 | 0.281 | 0.024 | 0.044 | 0.189 | 0.079 | -0.531 | -0.247 | -0.493 | -0.290 | 1.000 | 0.289 | 0.058 | -0.168 | -0.291 | 0.155 | 0.206 | 0.212 | 0.282 | 0.191 | 0.201 | 0.201 |
| dA | -0.422 | -0.490 | -0.085 | -0.079 | -0.078 | -0.001 | 0.199 | -0.007 | -0.016 | 0.292 | 0.485 | -0.367 | -0.324 | -0.161 | -0.011 | 0.289 | 1.000 | 0.235 | -0.278 | -0.240 | 0.287 | 0.199 | 0.455 | 0.183 | 0.080 | 0.225 | 0.225 |
| dB | -0.238 | -0.137 | 0.057 | 0.061 | 0.065 | -0.073 | -0.111 | -0.054 | -0.048 | 0.078 | 0.236 | -0.211 | -0.246 | -0.180 | -0.119 | 0.058 | 0.235 | 1.000 | -0.140 | -0.216 | 0.228 | 0.000 | 0.293 | 0.000 | 0.000 | 0.218 | 0.218 |
| dC | 0.002 | 0.068 | -0.192 | -0.192 | -0.190 | 0.075 | -0.008 | 0.057 | -0.134 | -0.181 | -0.241 | 0.295 | 0.143 | 0.288 | -0.081 | -0.168 | -0.278 | -0.140 | 1.000 | 0.006 | 0.233 | 0.164 | 0.323 | 0.148 | 0.064 | 0.194 | 0.194 |
| Fatigue | 0.689 | 0.470 | 0.540 | 0.539 | 0.539 | -0.535 | -0.176 | 0.313 | -0.094 | -0.101 | -0.264 | 0.427 | 0.633 | 0.355 | 0.571 | -0.291 | -0.240 | -0.216 | 0.006 | 1.000 | 0.569 | 0.953 | 0.781 | 0.945 | 0.667 | 0.969 | 0.969 |
| THT | 0.822 | 0.891 | 0.433 | 0.885 | 0.431 | 0.494 | 0.722 | 0.089 | 0.274 | 0.225 | 0.334 | 0.326 | 0.614 | 0.333 | 0.359 | 0.155 | 0.287 | 0.228 | 0.233 | 0.569 | 1.000 | 0.997 | 0.900 | 0.885 | 0.623 | 0.702 | 0.702 |
| THt | 0.865 | 0.994 | 0.884 | 0.878 | 0.882 | 0.993 | 0.971 | 0.146 | 0.287 | 0.201 | 0.219 | 0.442 | 0.591 | 0.333 | 0.354 | 0.206 | 0.199 | 0.000 | 0.164 | 0.953 | 0.997 | 1.000 | 0.999 | 0.878 | 0.888 | 0.999 | 0.999 |
| THQCr | 0.875 | 0.955 | 0.621 | 0.888 | 0.619 | 0.702 | 0.785 | 0.114 | 0.298 | 0.244 | 0.415 | 0.381 | 0.697 | 0.456 | 0.377 | 0.212 | 0.455 | 0.293 | 0.323 | 0.781 | 0.900 | 0.999 | 1.000 | 0.888 | 0.626 | 0.705 | 0.705 |
| CT | 0.947 | 0.994 | 0.995 | 0.988 | 0.994 | 0.993 | 0.932 | 0.171 | 0.189 | 0.252 | 0.208 | 0.501 | 0.680 | 0.394 | 0.444 | 0.282 | 0.183 | 0.000 | 0.148 | 0.945 | 0.885 | 0.878 | 0.888 | 1.000 | 0.999 | 0.999 | 0.999 |
| QmT | 0.664 | 0.699 | 0.825 | 0.999 | 0.801 | 0.736 | 0.652 | 0.101 | 0.099 | 0.146 | 0.107 | 0.348 | 0.471 | 0.260 | 0.303 | 0.191 | 0.080 | 0.000 | 0.064 | 0.667 | 0.623 | 0.888 | 0.626 | 0.999 | 1.000 | 0.705 | 0.705 |
| Tt | 0.744 | 0.995 | 0.701 | 0.999 | 0.699 | 0.994 | 0.788 | 0.103 | 0.404 | 0.211 | 0.198 | 0.354 | 0.501 | 0.287 | 0.314 | 0.201 | 0.225 | 0.218 | 0.194 | 0.969 | 0.702 | 0.999 | 0.705 | 0.999 | 0.705 | 1.000 | 1.000 |
| TCr | 0.744 | 0.995 | 0.701 | 0.999 | 0.699 | 0.994 | 0.788 | 0.103 | 0.404 | 0.211 | 0.198 | 0.354 | 0.501 | 0.287 | 0.314 | 0.201 | 0.225 | 0.218 | 0.194 | 0.969 | 0.702 | 0.999 | 0.705 | 0.999 | 0.705 | 1.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Sl. No. | NT | THT | THt | THQCr | CT | Ct | DT | Dt | QmT | TT | Tt | TCr | C | Si | Mn | P | S | Ni | Cr | Cu | Mo | RedRatio | dA | dB | dC | Fatigue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.26 | 0.21 | 0.44 | 0.017 | 0.022 | 0.01 | 0.02 | 0.01 | 0.0 | 825 | 0.07 | 0.02 | 0.04 | 232 |
| 1 | 2 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.25 | 0.18 | 0.44 | 0.009 | 0.017 | 0.08 | 0.12 | 0.08 | 0.0 | 610 | 0.11 | 0.00 | 0.04 | 235 |
| 2 | 3 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.26 | 0.27 | 0.43 | 0.008 | 0.015 | 0.02 | 0.03 | 0.01 | 0.0 | 1270 | 0.07 | 0.02 | 0.00 | 235 |
| 3 | 4 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.26 | 0.23 | 0.51 | 0.018 | 0.024 | 0.01 | 0.02 | 0.01 | 0.0 | 1740 | 0.06 | 0.00 | 0.00 | 241 |
| 4 | 5 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.22 | 0.19 | 0.42 | 0.026 | 0.022 | 0.01 | 0.02 | 0.02 | 0.0 | 825 | 0.04 | 0.02 | 0.00 | 225 |
| 5 | 6 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.26 | 0.22 | 0.45 | 0.026 | 0.026 | 0.02 | 0.05 | 0.03 | 0.0 | 825 | 0.06 | 0.02 | 0.02 | 245 |
| 6 | 7 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.28 | 0.27 | 0.50 | 0.021 | 0.018 | 0.02 | 0.03 | 0.01 | 0.0 | 1270 | 0.08 | 0.01 | 0.00 | 255 |
| 7 | 8 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.27 | 0.25 | 0.54 | 0.020 | 0.021 | 0.01 | 0.02 | 0.02 | 0.0 | 1740 | 0.07 | 0.00 | 0.00 | 245 |
| 8 | 9 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.27 | 0.23 | 0.37 | 0.008 | 0.030 | 0.06 | 0.10 | 0.09 | 0.0 | 610 | 0.08 | 0.00 | 0.04 | 275 |
| 9 | 10 | 885 | 30 | 0 | 0 | 30 | 0.0 | 30.0 | 0.0 | 30 | 30 | 0 | 0.0 | 0.22 | 0.26 | 0.47 | 0.021 | 0.023 | 0.02 | 0.02 | 0.01 | 0.0 | 1270 | 0.04 | 0.03 | 0.00 | 239 |
| Sl. No. | NT | THT | THt | THQCr | CT | Ct | DT | Dt | QmT | TT | Tt | TCr | C | Si | Mn | P | S | Ni | Cr | Cu | Mo | RedRatio | dA | dB | dC | Fatigue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 427 | 428 | 930 | 30 | 0 | 0 | 930 | 90.0 | 881.807 | 49.8 | 60 | 160 | 120 | 0.5 | 0.18 | 0.25 | 0.79 | 0.016 | 0.015 | 0.07 | 1.08 | 0.08 | 0.15 | 530 | 0.017 | 0.004 | 0.008 | 858 |
| 428 | 429 | 930 | 30 | 0 | 0 | 930 | 340.2 | 895.812 | 70.2 | 60 | 160 | 120 | 0.5 | 0.21 | 0.31 | 0.81 | 0.012 | 0.019 | 0.06 | 1.17 | 0.07 | 0.17 | 690 | 0.080 | 0.000 | 0.000 | 1144 |
| 429 | 430 | 930 | 30 | 0 | 0 | 930 | 340.2 | 895.812 | 70.2 | 60 | 160 | 120 | 0.5 | 0.21 | 0.26 | 0.65 | 0.015 | 0.024 | 0.02 | 0.91 | 0.01 | 0.15 | 240 | 0.050 | 0.010 | 0.000 | 1028 |
| 430 | 431 | 930 | 30 | 0 | 0 | 930 | 340.2 | 895.812 | 70.2 | 60 | 160 | 120 | 0.5 | 0.18 | 0.25 | 0.79 | 0.016 | 0.015 | 0.07 | 1.08 | 0.08 | 0.15 | 530 | 0.017 | 0.004 | 0.008 | 948 |
| 431 | 432 | 930 | 30 | 0 | 0 | 930 | 340.2 | 895.812 | 70.2 | 140 | 160 | 120 | 0.5 | 0.21 | 0.31 | 0.81 | 0.012 | 0.019 | 0.06 | 1.17 | 0.07 | 0.17 | 690 | 0.080 | 0.000 | 0.000 | 1080 |
| 432 | 433 | 930 | 30 | 0 | 0 | 930 | 340.2 | 895.812 | 70.2 | 140 | 160 | 120 | 0.5 | 0.21 | 0.26 | 0.65 | 0.015 | 0.024 | 0.02 | 0.91 | 0.01 | 0.15 | 240 | 0.050 | 0.010 | 0.000 | 1030 |
| 433 | 434 | 930 | 30 | 0 | 0 | 930 | 340.2 | 895.812 | 70.2 | 140 | 160 | 120 | 0.5 | 0.18 | 0.25 | 0.79 | 0.016 | 0.015 | 0.07 | 1.08 | 0.08 | 0.15 | 530 | 0.017 | 0.004 | 0.008 | 957 |
| 434 | 435 | 930 | 30 | 0 | 0 | 930 | 340.2 | 895.812 | 70.2 | 60 | 200 | 120 | 0.5 | 0.21 | 0.31 | 0.81 | 0.012 | 0.019 | 0.06 | 1.17 | 0.07 | 0.17 | 690 | 0.080 | 0.000 | 0.000 | 1104 |
| 435 | 436 | 930 | 30 | 0 | 0 | 930 | 340.2 | 895.812 | 70.2 | 60 | 200 | 120 | 0.5 | 0.21 | 0.26 | 0.65 | 0.015 | 0.024 | 0.02 | 0.91 | 0.01 | 0.15 | 240 | 0.050 | 0.010 | 0.000 | 1008 |
| 436 | 437 | 930 | 30 | 0 | 0 | 930 | 340.2 | 895.812 | 70.2 | 60 | 200 | 120 | 0.5 | 0.18 | 0.25 | 0.79 | 0.016 | 0.015 | 0.07 | 1.08 | 0.08 | 0.15 | 530 | 0.017 | 0.004 | 0.008 | 882 |